Entering edit mode
Sunny Srivastava
▴
350
@sunny-srivastava-3793
Last seen 10.3 years ago
Hello Bioconductor Helpers,
I have a question about extracting the clusters of genes after we make
the
heatmap (say ht4) using the heatmap.2 function. Basically, I want to
get the
clusters which are shown as row dendrogram in the heatmap.
I understand that ht4$rowDendrogram is an object of dendrogram and it
containes details of all the nodes and branches, but lets say I want
to know
the number of clusters and the genes in each cluster if I terminated
the
tree (dendrogram) at a particular height. Also, if I know that I want
12
clusters, how do I know which height I should terminate the tree (or
branching structure)
I am sorry I am not clear. Please let me know if you need any further
clarifications. Thanks in advance for your help.
Best Regards,
S.
Below is the dump of the matrix *row.scaled.fc2* and the object *ht4*
which
was obtained by using the heatmap.2 function.
----------------------------------------------------------------------
----------------------------------------------------------------------
-----
Dump of the matrix row.scaled.fc2 of dimension 47X4 for which I need
to get
the cluster
----------------------------------------------------------------------
----------------------------------------------------------------------
-----
row.scaled.fc2 <-
structure(c(1.28370586906697, 0.045882176168387,
-1.36708804887146,
0.521861081643557, 0.931917365795697,
-1.26811754842825,
-0.72130612803134,
0.997233560332114, 1.10914280037357,
0.906822512746599,
0.124305385892705,
0.243716750638903, -0.81506628597585, 0.9281945227055,
-1.02514155647985,
-0.0148828263869010, 0.610771143828774,
-1.31512789127346,
-1.03419747081316,
-1.37364737258546, 1.25426184614502,
-0.901983912371582,
1.39208493297302,
1.46330419386939, 1.46904838309704, 1.33893188130515,
1.19407808189758,
1.2218547353343, 1.19698274357976, 1.18155526998177,
0.841732283108634,
0.747807260442244, 0.714318042078153,
-1.33532716080095,
-0.313607205847584,
0.355541486307312, -0.116351310506438,
0.77912190137299,
1.19372966187956,
-1.46614749631243, 1.05871763558761,
-0.943184299406566,
1.03714731356991,
1.25047276064487, 0.851530489918317, 0.97326112450597,
0.776853817614179,
0.254354524536168, 1.31978778177031, 1.03174081073449,
1.03284070831524,
0.653353551741362, -0.215733545477378,
-0.966047927590969,
0.652368565446036,
0.536560120952493, 0.807139899513123,
1.26763097889282,
1.28335333872251,
1.45704025225707, 0.57691754078049, 1.07113369815538,
0.610158458070122,
-0.762088920575592, 1.00819322156949,
1.14148232415467,
0.297815716619546,
0.143195107796418, -0.0065855621849476,
0.062650188298147,
-0.177601977084224,
-0.437288024655434, 0.178377570495840,
0.447251122498145,
0.400521563178456,
0.441487949431983, 0.465093691295555,
0.754248218272813,
0.657576754588525,
0.832332574891687, -0.194585070239614,
1.09572866565514,
1.04256940502540,
0.583290457043162, 0.947182223637108,
0.453501818870319,
0.362539212141846,
0.64658837487362, 0.778492522245523,
0.406650195058153,
-0.113538768459753,
0.596257630693658, 0.652082611403661,
0.731202922578465,
-0.540351240198989,
-0.280636135117373, 0.0957282195118376,
-0.301771114678491,
-0.319287162711085,
0.392333008215492, 0.595799016736027,
-0.493631246722725,
-0.570129842719142,
-0.687622802632555, -0.243797611378268,
-0.510913960310597,
-0.263387651214153,
-0.172495725682589, 0.609736001727743,
0.809229072877685,
1.08430415610192,
0.475088705288397, 0.503896215545131,
0.0658502505817462,
-0.235112572720005,
1.39599392995549, -0.73223360450103,
-0.661334598551208,
-0.759202304177765,
-0.86894723087327, -0.9372047007794,
-0.93488345268835,
-0.941766151100918,
-0.949595224394993, -1.27181485347646,
-1.41712359913304,
-1.32146222297309,
0.698917086441383, 0.444155476463272,
-0.0629413619565949,
0.892855986235108,
-0.809524028729025, -0.903176468889435,
0.786326226622549,
-0.793466237636563,
0.945708813261833, -0.123281411659495,
0.0548777607029143,
-0.0638457887809093,
-1.20425833446000, -1.35599301451107,
-0.997709153404147,
-1.08503382282132,
0.239619018625132, -1.25293067528031,
-1.26598375482597,
1.09151808569014,
1.09155503888627, -1.15597087905543,
-1.07557307860692,
-1.02633960962716,
-1.14813875340725, -1.01615612905082,
-0.378586315067078,
-1.33261633780340,
-0.655728143403281, -1.40450470456092,
-0.932986379355095,
-0.168154035584431,
-0.611181068886636, 1.00998140538417,
-1.16234438122143,
-0.487424455398969,
-0.722501516770135, -0.624367618233957,
-0.272558054263839,
-0.648362220927723,
-0.704124503616327, -0.687492845824406,
-0.696704541910826,
-0.697053736882326,
-0.324165647904986, 0.0117395841022768,
-0.225188393996755,
0.830995144599174,
-1.22627693627083, -1.33516952937611,
-1.35979513277183,
-0.91678009628107,
-0.744055011860442, 0.317282057548041,
-0.911839772824668,
-0.78101703610078,
-1.32051609696858, -1.19181175288804,
-1.38394233183106,
-0.421085401449625,
-0.152063725681571), .Dim = c(47L, 4L), .Dimnames =
list(c("pSysX_130",
"pSysX_48",
"pSysX_49", "pSysX_50", "sll0108", "sll0327", "sll0685",
"sll0735",
"sll0781", "sll0783", "sll0788", "sll0789", "sll0790",
"sll1130",
"sll1450", "sll1507", "sll1621", "sll1694", "sll1695",
"sll1796",
"sll1814", "sll1891", "slr0041", "slr0042", "slr0043",
"slr0044",
"slr0144", "slr0145", "slr0146", "slr0147", "slr0737",
"slr0749",
"slr0750", "slr0853", "slr0898", "slr1236", "slr1251",
"slr1603",
"slr1634", "slr1675", "slr1930", "slr1984", "smr0003",
"ssl2148",
"ssl2245", "ssr0390", "ssr1251"), c("l1", "d1", "l13",
"d13")))
----------------------------------------------------------------------
----------------------------------------------------------------------
-------
----------------------------------------------------------------------
----------------------------------------------------------------------
-------
Dump of the object ht4 obtained by using heatmap.2 on a given data set
(matrix) of dimension 47 x 4
----------------------------------------------------------------------
----------------------------------------------------------------------
-------
ht4 <-
structure(list(rowInd = c(7L, 34L, 6L, 20L, 13L, 18L, 3L, 40L,
15L, 19L, 42L, 44L, 1L, 21L, 43L, 45L, 14L, 5L,
39L, 29L,
27L,
30L, 28L, 8L, 9L, 41L, 10L, 38L, 26L, 23L, 24L,
25L, 32L,
33L,
47L, 31L, 46L, 22L, 17L, 16L, 37L, 35L, 12L, 2L,
11L, 4L,
36L
), colInd = 1:4, call = quote(heatmap.2(x =
row.scaled.fc2, Colv = FALSE,
dendrogram = "row", scale =
"none",
breaks = breaks.fc2,
col = blue.red.fc2, trace =
"none",
cexRow = 0.8, cexCol = 2,
labCol = colnames(row.scaled.fc2),
key =
FALSE, density.info = "none",
main = expression("Heatmap of " *
log[2]
* "Int. of Genes (with Adjusted P Value <0.01 & FC>1.5or<0.7) for
Treatments"),
xlab = "Treatments", ylab = "Genes
in
the Microarray Adjusted P Value less than 0.01 and Fold Change above
1.5 or
below 0.7",
lmat = rbind(c(0, 3), c(2, 1),
c(0, 4)),
lhei = c(0.25, 4,
0.25), cex = 1.5)), carpet = structure(c(-0.72130612803134,
-0.966047927590969, 0.595799016736027,
1.09155503888627,
-1.33532716080095,
-0.194585070239614, 0.698917086441383,
0.830995144599174, -1.26811754842825,
-0.215733545477378, 0.392333008215492,
1.09151808569014,
-1.37364737258546,
0.297815716619546, 0.0658502505817462,
1.00998140538417,
-0.81506628597585,
1.45704025225707, -0.263387651214153,
-0.378586315067078, -1.31512789127346,
1.00819322156949, 0.475088705288397,
-0.168154035584431,
-1.36708804887146,
1.03174081073449, 0.0957282195118376,
0.239619018625132,
-1.46614749631243,
0.362539212141846, 0.786326226622549,
0.317282057548041,
-1.02514155647985,
1.07113369815538, 0.609736001727743,
-0.655728143403281,
-1.03419747081316,
1.14148232415467, 0.503896215545131,
-0.611181068886636,
-0.943184299406566,
0.778492522245523, 0.945708813261833,
-0.78101703610078,
1.25047276064487,
-0.113538768459753, 0.0548777607029143,
-1.19181175288804, 1.28370586906697,
0.254354524536168, -0.540351240198989,
-0.997709153404147, 1.25426184614502,
0.143195107796418, -0.235112572720005,
-1.16234438122143, 1.03714731356991,
0.406650195058153, -0.123281411659495,
-1.32051609696858, 0.851530489918317,
0.596257630693658, -0.0638457887809093,
-1.38394233183106, 0.9281945227055,
0.57691754078049, -0.172495725682589,
-1.33261633780340,
0.931917365795697,
0.653353551741362, -0.319287162711085,
-1.26598375482597, 1.19372966187956,
0.453501818870319, -0.903176468889435,
-0.744055011860442, 1.19698274357976,
0.441487949431983, -0.941766151100918,
-0.696704541910826, 1.19407808189758,
0.447251122498145, -0.9372047007794,
-0.704124503616327,
1.18155526998177,
0.465093691295555, -0.949595224394993,
-0.697053736882326, 1.2218547353343,
0.400521563178456, -0.93488345268835,
-0.687492845824406, 0.997233560332114,
0.652368565446036, -0.493631246722725,
-1.15597087905543, 1.10914280037357,
0.536560120952493, -0.570129842719142,
-1.07557307860692, 1.05871763558761,
0.64658837487362, -0.793466237636563,
-0.911839772824668, 0.906822512746599,
0.807139899513123, -0.687622802632555,
-1.02633960962716, 0.77912190137299,
0.947182223637108, -0.809524028729025,
-0.91678009628107, 1.33893188130515,
0.178377570495840, -0.86894723087327,
-0.648362220927723, 1.39208493297302,
0.062650188298147, -0.73223360450103,
-0.722501516770135, 1.46330419386939,
-0.177601977084224, -0.661334598551208,
-0.624367618233957, 1.46904838309704,
-0.437288024655434, -0.759202304177765,
-0.272558054263839, 0.747807260442244,
0.657576754588525, -1.41712359913304,
0.0117395841022768, 0.714318042078153,
0.832332574891687, -1.32146222297309,
-0.225188393996755, 0.776853817614179,
0.731202922578465, -1.35599301451107,
-0.152063725681571, 0.841732283108634,
0.754248218272813, -1.27181485347646,
-0.324165647904986, 0.97326112450597,
0.652082611403661, -1.20425833446000,
-0.421085401449625, -0.901983912371582,
-0.0065855621849476, 1.39599392995549,
-0.487424455398969, 0.610771143828774,
-0.762088920575592, 1.08430415610192,
-0.932986379355095, -0.0148828263869010,
0.610158458070122, 0.809229072877685,
-1.40450470456092,
-0.116351310506438,
0.583290457043162, 0.892855986235108,
-1.35979513277183,
-0.313607205847584,
1.09572866565514, 0.444155476463272,
-1.22627693627083,
0.243716750638903,
1.28335333872251, -0.510913960310597,
-1.01615612905082,
0.045882176168387,
1.31978778177031, -0.280636135117373,
-1.08503382282132,
0.124305385892705,
1.26763097889282, -0.243797611378268,
-1.14813875340725,
0.521861081643557,
1.03284070831524, -0.301771114678491,
-1.25293067528031,
0.355541486307312,
1.04256940502540, -0.0629413619565949,
-1.33516952937611), .Dim = c(4L,
47L), .Dimnames = list(c("l1", "d1", "l13", "d13"), c("sll0685",
"slr0853", "sll0327", "sll1796", "sll0790", "sll1694",
"pSysX_49",
"slr1675", "sll1450", "sll1695", "slr1984", "ssl2148",
"pSysX_130",
"sll1814", "smr0003", "ssl2245", "sll1130", "sll0108",
"slr1634",
"slr0146", "slr0144", "slr0147", "slr0145", "sll0735",
"sll0781",
"slr1930", "sll0783", "slr1603", "slr0044", "slr0041",
"slr0042",
"slr0043", "slr0749", "slr0750", "ssr1251", "slr0737",
"ssr0390",
"sll1891", "sll1621", "sll1507", "slr1251", "slr0898",
"sll0789",
"pSysX_48", "sll0788", "pSysX_50", "slr1236"))),
rowDendrogram =
structure(list(
structure(list(structure(list(structure(7L, members = 1L, height = 0,
label
= "sll0685", leaf = TRUE, value = structure(-2.3037127760972e-15,
.Names =
"sll0685")),
structure(list(structure(list(structure(34L, label =
"slr0853",
members = 1L, height = 0, leaf = TRUE, value =
structure(-2.11636264069170e-15, .Names = "slr0853")),
structure(6L, label =
"sll0327",
members = 1L, height = 0, leaf = TRUE, value =
structure(-1.38777878078145e-17, .Names = "sll0327"))), members = 2L,
midpoint = 0.5, height = 0.408448760380633, value =
-2.13024042849952e-15),
structure(20L, members = 1L, height = 0,
label =
"sll1796", leaf = TRUE, value = structure(1.05818132034585e-15, .Names
=
"sll1796"))), members = 3L, midpoint = 1.25, height =
0.822640063299773,
value = -1.07205910815367e-15)), members = 4L, midpoint = 1.125,
height =
1.5200001193864, value = -3.37577188425087e-15),
structure(list(structure(13L, members = 1L, height = 0, label =
"sll0790",
leaf = TRUE, value = structure(-2.12330153459561e-15, .Names =
"sll0790")),
structure(list(structure(list(structure(list(structure(18L,
label = "sll1694", members = 1L, height = 0, leaf = TRUE, value =
structure(-1.06165076729781e-15, .Names = "sll1694")),
structure(3L,
label
= "pSysX_49", members = 1L, height = 0, leaf = TRUE, value =
structure(3.12250225675825e-17, .Names = "pSysX_49"))), members = 2L,
midpoint = 0.5, height = 0.55986390207006, value =
-1.03042574473022e-15),
structure(40L, members = 1L,
height = 0, label = "slr1675", leaf = TRUE, value =
structure(2.59514632006130e-15, .Names = "slr1675"))), members = 3L,
midpoint = 1.25, height = 0.96984571387736, value =
1.56472057533108e-15),
structure(list(structure(list(structure(15L,
label = "sll1450", members = 1L, height = 0, leaf = TRUE, value =
structure(-7.4940054162198e-16, .Names = "sll1450")),
structure(19L,
label = "sll1695", members = 1L, height = 0, leaf = TRUE, value =
structure(1.72084568816899e-15, .Names = "sll1695"))), members = 2L,
midpoint = 0.5, height = 0.134972000620768, value =
9.71445146547012e-16),
structure(42L, members = 1L,
height = 0, label = "slr1984", leaf = TRUE, value =
structure(2.35922392732846e-15, .Names = "slr1984"))), members = 3L,
midpoint = 1.25, height = 0.603396735921129, value =
3.33066907387547e-15)),
members = 6L, midpoint = 2.75, height = 1.41703706740193, value =
4.89538964920655e-15)), members = 7L, midpoint = 1.875, height =
1.79108103853389, value = 2.77208811461094e-15)), members = 11L,
midpoint =
3.5, height = 2.96304988576369, value = -6.03683769639929e-16),
structure(list(structure(list(structure(list(structure(list(
structure(list(structure(44L,
members = 1L, height = 0, label = "ssl2148", leaf = TRUE, value =
structure(-2.68535194081210e-15, .Names = "ssl2148")),
structure(list(structure(1L, label = "pSysX_130", members = 1L,
height = 0,
leaf = TRUE, value = structure(-3.88578058618805e-16, .Names =
"pSysX_130")),
structure(21L, label = "sll1814", members = 1L, height = 0, leaf =
TRUE,
value = structure(2.77555756156289e-17, .Names = "sll1814"))), members
= 2L,
midpoint = 0.5, height = 0.36537483325832, value =
-3.60822483003176e-16)),
members = 3L, midpoint = 0.75, height = 0.72692729840601, value =
-3.04617442381527e-15),
structure(list(structure(list(structure(43L, members = 1L, height = 0,
label
= "smr0003", leaf = TRUE, value = structure(-3.63598040564739e-15,
.Names =
"smr0003")),
structure(list(structure(45L, label = "ssl2245", members = 1L, height
= 0,
leaf = TRUE, value = structure(8.22258927613007e-16, .Names =
"ssl2245")),
structure(14L, label = "sll1130", members = 1L, height = 0,
leaf
= TRUE, value = structure(1.38083988687754e-15, .Names = "sll1130"))),
members = 2L, midpoint = 0.5, height = 0.143842203308732, value =
2.20309881449055e-15)), members = 3L, midpoint = 0.75, height =
0.279213297331223, value = -1.43288159115684e-15),
structure(5L,
members = 1L, height = 0, label = "sll0108", leaf = TRUE, value =
structure(1.19348975147204e-15, .Names = "sll0108"))), members = 4L,
midpoint = 1.875, height = 0.336642122872617, value =
-2.39391839684799e-16)), members = 7L, midpoint = 2.8125, height =
0.913839289019599, value = -3.28556626350007e-15),
structure(list(structure(list(structure(list(structure(39L, members =
1L,
height = 0, label = "slr1634", leaf = TRUE, value =
structure(-3.46944695195361e-16, .Names = "slr1634")),
structure(list(structure(list(structure(29L, label = "slr0146",
members =
1L, height = 0, leaf = TRUE, value = structure(-2.22044604925031e-16,
.Names
= "slr0146")),
structure(27L, label = "slr0144", members =
1L,
height = 0, leaf = TRUE, value = structure(1.94289029309402e-16,
.Names =
"slr0144"))), members = 2L, midpoint = 0.5, height =
0.0108403820977512,
value = -2.77555756156289e-17),
structure(30L, members = 1L, height = 0, label = "slr0147",
leaf
= TRUE, value = structure(2.35922392732846e-16, .Names = "slr0147"))),
members = 3L, midpoint = 1.25, height = 0.0292686575762982, value =
2.08166817117217e-16)), members = 4L, midpoint = 1.125, height =
0.068164565843679, value = -1.38777878078145e-16),
structure(28L,
members = 1L, height = 0, label = "slr0145", leaf = TRUE, value =
structure(0, .Names = "slr0145"))), members = 5L, midpoint = 2.5625,
height
= 0.088331980043033, value = -1.38777878078145e-16),
structure(list(structure(list(structure(list(structure(8L, label =
"sll0735", members = 1L, height = 0, leaf = TRUE, value =
structure(-1.65145674912992e-15, .Names = "sll0735")),
structure(9L, label = "sll0781", members = 1L, height = 0,
leaf =
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